.. _f-kppvlaesa:

module ``ml.kppv_laesa``
========================





.. inheritance-diagram:: mlstatpy.ml.kppv_laesa


Short summary
+++++++++++++

module ``mlstatpy.ml.kppv_laesa``

Implements optimized k-nn.


:githublink:`%|py|6`




Classes
+++++++

+---------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------+
| class                                                               | truncated documentation                                                                                 |
+=====================================================================+=========================================================================================================+
| :class:`NuagePointsLaesa <mlstatpy.ml.kppv_laesa.NuagePointsLaesa>` | Implémente l'algorithme des plus proches voisins, version :ref:`LAESA <space_metric_algo_laesa_prime>`_ |
+---------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------+






Properties
++++++++++

+---------------------------------------------------------------+---------------------------------+
| property                                                      | truncated documentation         |
+===============================================================+=================================+
| :meth:`shape <mlstatpy.ml.kppv_laesa.NuagePointsLaesa.shape>` | Retourne la dimension du nuage. |
+---------------------------------------------------------------+---------------------------------+






Methods
+++++++

+-------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------+
| method                                                                              | truncated documentation                                                                                |
+=====================================================================================+========================================================================================================+
| :py:meth:`__init__ <mlstatpy.ml.kppv_laesa.NuagePointsLaesa.__init__>`              | Construit la classe                                                                                    |
+-------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------+
| :meth:`fit <mlstatpy.ml.kppv_laesa.NuagePointsLaesa.fit>`                           | Follows sklearn API.                                                                                   |
+-------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------+
| :meth:`ppv <mlstatpy.ml.kppv_laesa.NuagePointsLaesa.ppv>`                           | Retourne l'élément le plus proche de obj et sa distance avec obj, utilise la sélection à l'aide pivots |
+-------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------+
| :meth:`selection_pivots <mlstatpy.ml.kppv_laesa.NuagePointsLaesa.selection_pivots>` | Sélectionne *nb* pivots aléatoirements.                                                                |
+-------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------+


Documentation
+++++++++++++

.. automodule:: mlstatpy.ml.kppv_laesa
    :members:
    :special-members: __init__
    :show-inheritance: